{"id":"W1947327933","doi":"10.1089/lap.2015.0059","title":"Getting Started with Minimally Invasive Pancreaticoduodenectomy: Is It Worth It?","year":2015,"lang":"en","type":"article","venue":"Journal of Laparoendoscopic & Advanced Surgical Techniques","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Pancreaticoduodenectomy; Surgery; Perioperative; Complication","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003637784,0.0002793883,0.0003905186,0.0007154472,0.0003899072,0.001720416,0.000727296,0.0007406874,0.003381138],"category_scores_gemma":[0.03323994,0.0001935619,0.0006231187,0.0009109071,0.001021848,0.001879697,0.001074869,0.0009787444,0.0003659883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001101968,"about_ca_system_score_gemma":0.001375704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007778869,"about_ca_topic_score_gemma":0.001462824,"domain_scores_codex":[0.9959162,0.001353375,0.0004751372,0.0002861529,0.001592767,0.000376414],"domain_scores_gemma":[0.953842,0.01424118,0.02274632,0.001071294,0.002813878,0.005285257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001257023,0.0006238075,0.841909,0.0005966874,0.0002474239,0.0004512965,0.0002461914,0.0003345787,0.0005973505,0.000289674,0.001007524,0.1524394],"study_design_scores_gemma":[0.0002018732,0.006528475,0.9772134,0.0008794756,0.0002672993,0.005098562,0.001812574,0.0010152,0.0007391557,0.0007455806,0.005448325,0.00004987852],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.9844364,0.006547473,0.000857031,0.004427501,0.0001782354,0.00005701621,0.0001363462,0.00002532691,0.00333459],"genre_scores_gemma":[0.9924481,0.003826253,0.001834763,0.0009833942,0.0004437137,0.00003112295,0.0001775377,0.00001080044,0.0002443018],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.003637784,"threshold_uncertainty_score":0.01923871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04938204150907543,"score_gpt":0.3672362565324883,"score_spread":0.3178542150234128,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}